CN111386503B - 用于一个或多个机电系统的诊断和寿命预测的系统、方法和控制单元 - Google Patents
用于一个或多个机电系统的诊断和寿命预测的系统、方法和控制单元 Download PDFInfo
- Publication number
- CN111386503B CN111386503B CN201880077373.5A CN201880077373A CN111386503B CN 111386503 B CN111386503 B CN 111386503B CN 201880077373 A CN201880077373 A CN 201880077373A CN 111386503 B CN111386503 B CN 111386503B
- Authority
- CN
- China
- Prior art keywords
- electromechanical
- response
- cluster
- model
- electromechanical system
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
- 238000000034 method Methods 0.000 title claims abstract description 56
- 238000003745 diagnosis Methods 0.000 title claims abstract description 42
- 230000004044 response Effects 0.000 claims abstract description 225
- 230000015556 catabolic process Effects 0.000 claims abstract description 29
- 238000006731 degradation reaction Methods 0.000 claims abstract description 29
- 238000004088 simulation Methods 0.000 claims description 63
- 238000004891 communication Methods 0.000 claims description 20
- 238000012544 monitoring process Methods 0.000 claims description 15
- 238000006243 chemical reaction Methods 0.000 claims description 14
- 238000012423 maintenance Methods 0.000 claims description 14
- 238000002955 isolation Methods 0.000 claims description 12
- 238000012545 processing Methods 0.000 claims description 12
- 238000007689 inspection Methods 0.000 claims description 9
- 230000004907 flux Effects 0.000 claims description 8
- 238000001514 detection method Methods 0.000 claims description 7
- 238000012795 verification Methods 0.000 claims description 5
- 230000000930 thermomechanical effect Effects 0.000 claims description 2
- 230000006698 induction Effects 0.000 description 52
- 230000003993 interaction Effects 0.000 description 13
- 238000012360 testing method Methods 0.000 description 10
- 230000006870 function Effects 0.000 description 8
- 238000010586 diagram Methods 0.000 description 6
- 230000010363 phase shift Effects 0.000 description 6
- 239000011159 matrix material Substances 0.000 description 5
- 230000001133 acceleration Effects 0.000 description 4
- 238000004458 analytical method Methods 0.000 description 4
- 238000004590 computer program Methods 0.000 description 4
- 230000007547 defect Effects 0.000 description 4
- 230000035945 sensitivity Effects 0.000 description 4
- 230000008901 benefit Effects 0.000 description 3
- 239000004677 Nylon Substances 0.000 description 2
- 238000013459 approach Methods 0.000 description 2
- 238000013528 artificial neural network Methods 0.000 description 2
- 238000005452 bending Methods 0.000 description 2
- 238000001816 cooling Methods 0.000 description 2
- 238000007405 data analysis Methods 0.000 description 2
- 230000007423 decrease Effects 0.000 description 2
- 230000003111 delayed effect Effects 0.000 description 2
- 238000013461 design Methods 0.000 description 2
- 230000004069 differentiation Effects 0.000 description 2
- 238000005259 measurement Methods 0.000 description 2
- 229920001778 nylon Polymers 0.000 description 2
- 230000008569 process Effects 0.000 description 2
- 238000010200 validation analysis Methods 0.000 description 2
- 230000006399 behavior Effects 0.000 description 1
- 230000001413 cellular effect Effects 0.000 description 1
- 238000005336 cracking Methods 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 238000011058 failure modes and effects analysis Methods 0.000 description 1
- 239000000463 material Substances 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 230000001537 neural effect Effects 0.000 description 1
- 230000000452 restraining effect Effects 0.000 description 1
- 230000035939 shock Effects 0.000 description 1
- 230000000007 visual effect Effects 0.000 description 1
Classifications
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/41885—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by modeling, simulation of the manufacturing system
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
- G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
- G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
- G05B23/0283—Predictive maintenance, e.g. involving the monitoring of a system and, based on the monitoring results, taking decisions on the maintenance schedule of the monitored system; Estimating remaining useful life [RUL]
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F16—ENGINEERING ELEMENTS AND UNITS; GENERAL MEASURES FOR PRODUCING AND MAINTAINING EFFECTIVE FUNCTIONING OF MACHINES OR INSTALLATIONS; THERMAL INSULATION IN GENERAL
- F16C—SHAFTS; FLEXIBLE SHAFTS; ELEMENTS OR CRANKSHAFT MECHANISMS; ROTARY BODIES OTHER THAN GEARING ELEMENTS; BEARINGS
- F16C41/00—Other accessories, e.g. devices integrated in the bearing not relating to the bearing function as such
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B17/00—Systems involving the use of models or simulators of said systems
- G05B17/02—Systems involving the use of models or simulators of said systems electric
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
- G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
- G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
- G05B23/0243—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model
- G05B23/0254—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model based on a quantitative model, e.g. mathematical relationships between inputs and outputs; functions: observer, Kalman filter, residual calculation, Neural Networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0637—Strategic management or analysis, e.g. setting a goal or target of an organisation; Planning actions based on goals; Analysis or evaluation of effectiveness of goals
- G06Q10/06375—Prediction of business process outcome or impact based on a proposed change
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/067—Enterprise or organisation modelling
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/20—Administration of product repair or maintenance
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F16—ENGINEERING ELEMENTS AND UNITS; GENERAL MEASURES FOR PRODUCING AND MAINTAINING EFFECTIVE FUNCTIONING OF MACHINES OR INSTALLATIONS; THERMAL INSULATION IN GENERAL
- F16C—SHAFTS; FLEXIBLE SHAFTS; ELEMENTS OR CRANKSHAFT MECHANISMS; ROTARY BODIES OTHER THAN GEARING ELEMENTS; BEARINGS
- F16C2233/00—Monitoring condition, e.g. temperature, load, vibration
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B2219/00—Program-control systems
- G05B2219/30—Nc systems
- G05B2219/50—Machine tool, machine tool null till machine tool work handling
- G05B2219/50185—Monitoring, detect failures, control of efficiency of machine, tool life
Landscapes
- Engineering & Computer Science (AREA)
- Business, Economics & Management (AREA)
- Human Resources & Organizations (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Strategic Management (AREA)
- Economics (AREA)
- Entrepreneurship & Innovation (AREA)
- Quality & Reliability (AREA)
- Automation & Control Theory (AREA)
- Theoretical Computer Science (AREA)
- General Business, Economics & Management (AREA)
- Operations Research (AREA)
- Marketing (AREA)
- Tourism & Hospitality (AREA)
- Development Economics (AREA)
- Educational Administration (AREA)
- Game Theory and Decision Science (AREA)
- General Engineering & Computer Science (AREA)
- Manufacturing & Machinery (AREA)
- Mechanical Engineering (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Mathematical Physics (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
EP17194193.3A EP3462264A1 (fr) | 2017-09-29 | 2017-09-29 | Système, procédé et unité de commande de diagnostic et de prévision de durée de vie d'un ou de plusieurs systèmes électromécaniques |
EP17194193.3 | 2017-09-29 | ||
PCT/EP2018/076259 WO2019063692A1 (fr) | 2017-09-29 | 2018-09-27 | Système, procédé et unité de commande pour le diagnostic et la prédiction de la durée de vie d'un ou de plusieurs systèmes électromécaniques |
Publications (2)
Publication Number | Publication Date |
---|---|
CN111386503A CN111386503A (zh) | 2020-07-07 |
CN111386503B true CN111386503B (zh) | 2023-10-31 |
Family
ID=60009480
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201880077373.5A Active CN111386503B (zh) | 2017-09-29 | 2018-09-27 | 用于一个或多个机电系统的诊断和寿命预测的系统、方法和控制单元 |
Country Status (4)
Country | Link |
---|---|
US (1) | US11480952B2 (fr) |
EP (2) | EP3462264A1 (fr) |
CN (1) | CN111386503B (fr) |
WO (1) | WO2019063692A1 (fr) |
Families Citing this family (15)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN206060447U (zh) | 2016-07-26 | 2017-03-29 | 西门子机械传动(天津)有限公司 | 传动装置和空冷岛 |
EP3736649B1 (fr) * | 2019-05-09 | 2024-08-21 | Siemens Aktiengesellschaft | Procédé d'évaluation d'une durée de vie résiduelle d'au moins un composant électromécanique |
WO2020234899A2 (fr) * | 2019-05-17 | 2020-11-26 | Tata Consultancy Services | Procédé et système d'apprentissage adaptatif de modèles pour systèmes de fabrication |
CN110232769A (zh) * | 2019-05-24 | 2019-09-13 | 南京双路智能科技有限公司 | 基于大数据统计的分布式零售终端模块化预警方法 |
US20200380391A1 (en) * | 2019-05-29 | 2020-12-03 | Caci, Inc. - Federal | Methods and systems for predicting electromechanical device failure |
US11488420B2 (en) * | 2019-05-30 | 2022-11-01 | Board af Supervisors af Louisiana State University and Agricultural and Mechanical College | Damage assessment |
EP3757703A1 (fr) * | 2019-06-27 | 2020-12-30 | Siemens Aktiengesellschaft | Système, appareil et procédé de gestion basée sur l'état d'au moins un système électromécanique |
NO345180B1 (en) * | 2019-10-25 | 2020-10-26 | Dynova As | Fatigue mapping process of physical asset |
WO2022036689A1 (fr) * | 2020-08-21 | 2022-02-24 | Abb Schweiz Ag | Procédé de diagnostic de défaut utilisant un modèle de diagnostic de défaut entraîné par des données virtuelles |
RU2757532C1 (ru) * | 2020-09-25 | 2021-10-18 | Автономная некоммерческая образовательная организация высшего образования "Сколковский институт науки и технологий" | Способ оценки технического состояния жаровых труб газотурбинного двигателя |
WO2023044477A1 (fr) * | 2021-09-17 | 2023-03-23 | Trustee Of Tufts College | Systèmes et procédés de gestion de systèmes complexes |
CN115390476B (zh) * | 2022-08-08 | 2024-08-30 | 北京航空航天大学 | 基于Simulink的伺服机构性能与可靠性联合仿真方法 |
US20240104269A1 (en) * | 2022-09-16 | 2024-03-28 | Palo Alto Research Center Incorporated | Transferable hybrid prognostics based on fundamental degradation modes |
EP4361748A1 (fr) * | 2022-10-27 | 2024-05-01 | Siemens Aktiengesellschaft | Procédé et dispositif de détermination d'un indice de santé d'une machine |
CN118153227B (zh) * | 2024-03-12 | 2024-08-23 | 江苏环欧智能传动设备有限公司 | 一种齿轮箱振动响应仿真分析方法 |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102567569A (zh) * | 2010-11-19 | 2012-07-11 | 通用电气公司 | 用于涡轮机的混合风险建模的系统和方法 |
CN102982385A (zh) * | 2011-08-03 | 2013-03-20 | 通用电气公司 | 为风力发电机管理与全面服务协议相关的风险的系统 |
EP2653944A2 (fr) * | 2012-04-17 | 2013-10-23 | Sikorsky Aircraft Corporation | Système de surveillance de charge virtuelle hybride et procédé |
CN103810328A (zh) * | 2014-01-16 | 2014-05-21 | 国家电网公司 | 一种基于混合模型的变压器维修决策方法 |
Family Cites Families (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US7260501B2 (en) * | 2004-04-21 | 2007-08-21 | University Of Connecticut | Intelligent model-based diagnostics for system monitoring, diagnosis and maintenance |
US7826990B2 (en) * | 2006-02-14 | 2010-11-02 | Edsa Micro Corporation | Systems and methods for real-time system monitoring and predictive analysis |
US8103463B2 (en) * | 2006-09-21 | 2012-01-24 | Impact Technologies, Llc | Systems and methods for predicting failure of electronic systems and assessing level of degradation and remaining useful life |
US7933754B2 (en) * | 2006-12-07 | 2011-04-26 | General Electric Company | System and method for damage propagation estimation |
US7826943B2 (en) * | 2007-04-02 | 2010-11-02 | General Electric Company | Method and system for diagnosing faults in a particular device within a fleet of devices |
US8116990B2 (en) | 2007-10-19 | 2012-02-14 | Ashok Koul | Method and system for real-time prognosis analysis and usage based residual life assessment of turbine engine components and display |
US7917333B2 (en) * | 2008-08-20 | 2011-03-29 | Caterpillar Inc. | Virtual sensor network (VSN) based control system and method |
ITCO20120008A1 (it) * | 2012-03-01 | 2013-09-02 | Nuovo Pignone Srl | Metodo e sistema per monitorare la condizione di un gruppo di impianti |
DE102013211543A1 (de) | 2013-06-19 | 2014-12-24 | Robert Bosch Gmbh | Verfahren zum alterungs- und energieeffizienten Betrieb insbesondere eines Kraftfahrzeugs |
-
2017
- 2017-09-29 EP EP17194193.3A patent/EP3462264A1/fr not_active Withdrawn
-
2018
- 2018-09-27 US US16/650,745 patent/US11480952B2/en active Active
- 2018-09-27 EP EP18773214.4A patent/EP3673337B1/fr active Active
- 2018-09-27 CN CN201880077373.5A patent/CN111386503B/zh active Active
- 2018-09-27 WO PCT/EP2018/076259 patent/WO2019063692A1/fr unknown
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102567569A (zh) * | 2010-11-19 | 2012-07-11 | 通用电气公司 | 用于涡轮机的混合风险建模的系统和方法 |
CN102982385A (zh) * | 2011-08-03 | 2013-03-20 | 通用电气公司 | 为风力发电机管理与全面服务协议相关的风险的系统 |
EP2653944A2 (fr) * | 2012-04-17 | 2013-10-23 | Sikorsky Aircraft Corporation | Système de surveillance de charge virtuelle hybride et procédé |
CN103810328A (zh) * | 2014-01-16 | 2014-05-21 | 国家电网公司 | 一种基于混合模型的变压器维修决策方法 |
Also Published As
Publication number | Publication date |
---|---|
CN111386503A (zh) | 2020-07-07 |
EP3673337A1 (fr) | 2020-07-01 |
EP3673337B1 (fr) | 2023-11-01 |
US11480952B2 (en) | 2022-10-25 |
WO2019063692A1 (fr) | 2019-04-04 |
EP3673337C0 (fr) | 2023-11-01 |
EP3462264A1 (fr) | 2019-04-03 |
US20200310397A1 (en) | 2020-10-01 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN111386503B (zh) | 用于一个或多个机电系统的诊断和寿命预测的系统、方法和控制单元 | |
US10635095B2 (en) | Computer system and method for creating a supervised failure model | |
Aivaliotis et al. | Degradation curves integration in physics-based models: Towards the predictive maintenance of industrial robots | |
US10527520B2 (en) | Operating wind motors and determining their remaining useful life | |
Medjaher et al. | Data-driven prognostics based on health indicator construction: Application to PRONOSTIA's data | |
JP2009053938A (ja) | 複数モデルに基づく設備診断システム及びその設備診断方法 | |
EP4033390A1 (fr) | Système et procédé de prédiction et de gestion de défaillance d'un actif | |
CN112800660A (zh) | 引擎队中的芯摩擦诊断 | |
Zhukovskiy et al. | The probability estimate of the defects of the asynchronous motors based on the complex method of diagnostics | |
WO2023072724A1 (fr) | Système, appareil et procédé de surveillance de l'état d'un actif dans une installation technique | |
JP2023179851A (ja) | 装置状態評価システムおよび装置状態評価方法 | |
El Mahdi et al. | Real Time Assessment of Novel Predictive Maintenance System Based on Artificial Intelligence for Rotating Machines. | |
EP3605119A1 (fr) | Système, appareil et procédé pour détecter un défaut dans un actif | |
JP2020107025A (ja) | データ選別装置及び方法、ならびに監視診断装置 | |
Awad | Fault detection of fuel systems using polynomial regression profile monitoring | |
JP2023021514A (ja) | 装置診断システムおよび装置診断方法 | |
CN115335836A (zh) | 训练针对工业应用的人工智能模块 | |
Lünnemann et al. | The digital twin for operations, maintenance, repair and overhaul | |
Greitzer et al. | Development of a framework for predicting life of mechanical systems: Life Extension Analysis and Prognostics (LEAP) | |
KR102676859B1 (ko) | 모터 관리 장치 | |
EP4253934A1 (fr) | Système, appareil et procédé d'estimation de la vie utile restante d'un palier basée sur un désalignement | |
Niu et al. | Overview of data-driven PHM | |
US20230418277A1 (en) | Method for vibration measurement and diagnostics using single vibration measurement probe | |
EP3822718A1 (fr) | Dispositif de système et procédé de gestion d'actifs industriels basé sur un modèle intégré | |
Cao et al. | Condition-based maintenance at the University of South Carolina: a smart predictive system |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |